Omri Ben-Dov

PhD student in ML

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I am a PhD candidate at the Max Planck Institute for Intelligent Systems, focusing on collective action in ML and novel generative modeling frameworks. My research explores how individuals can coordinate data modifications to influence machine learning outcomes, alongside the creation of new generative modeling frameworks. I am passionate about the interaction of machine learning with the real world, from what we can learn about the world using ML, to how society and ML can influence each other.

news

Apr 01, 2025 Visiting École Polytechnique in Paris for 3 months to work with Luiz Chamon.
Sep 01, 2024 Visiting Copenhagen university for 3 months to work with Amartya Sanyal.

selected publications

  1. The Role of Learning Algorithms in Collective Action
    Omri Ben-Dov, Jake Fawkes, Samira Samadi, and Amartya Sanyal
    In Proceedings of the 41st International Conference on Machine Learning, 2024
  2. Adversarial Likelihood Estimation With One-Way Flows
    Omri Ben-Dov, Pravir Singh Gupta, Victoria Abrevaya, Michael J. Black, and Partha Ghosh
    In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2024
  3. Model-Based Tracking of Fruit Flies in Free Flight
    Omri Ben-Dov, and Tsevi Beatus
    Insects, 2022